Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	48761
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.6 MiB
Average record size in memory	185.0 B

Variable types

Numeric	17
Categorical	7

Alerts

`ID` has a high cardinality: 1795 distinct values	High cardinality
`Name` has a high cardinality: 288 distinct values	High cardinality
`Latitude` has a high cardinality: 597 distinct values	High cardinality
`Longitude` has a high cardinality: 1032 distinct values	High cardinality
`df_index` is highly correlated with `Date`	High correlation
`Date` is highly correlated with `df_index`	High correlation
`Minimum Pressure` is highly correlated with `df_index` and 1 other fields	High correlation
`Low Wind NE` is highly correlated with `Status` and 3 other fields	High correlation
`Low Wind SE` is highly correlated with `Low Wind SW` and 3 other fields	High correlation
`Low Wind SW` is highly correlated with `Low Wind SE` and 1 other fields	High correlation
`Low Wind NW` is highly correlated with `Status` and 4 other fields	High correlation
`Moderate Wind NE` is highly correlated with `Status` and 6 other fields	High correlation
`Moderate Wind SE` is highly correlated with `Status` and 6 other fields	High correlation
`Moderate Wind SW` is highly correlated with `Moderate Wind NE` and 3 other fields	High correlation
`Moderate Wind NW` is highly correlated with `Moderate Wind NE` and 3 other fields	High correlation
`High Wind NE` is highly correlated with `Maximum Wind` and 2 other fields	High correlation
`High Wind SE` is highly correlated with `Status` and 6 other fields	High correlation
`High Wind SW` is highly correlated with `Maximum Wind` and 3 other fields	High correlation
`High Wind NW` is highly correlated with `High Wind NE` and 1 other fields	High correlation
`Time` is highly correlated with `Event`	High correlation
`Event` is highly correlated with `Time`	High correlation
`Status` is highly correlated with `Maximum Wind` and 6 other fields	High correlation
`Maximum Wind` is highly correlated with `Status` and 8 other fields	High correlation
`Category` is highly correlated with `Status` and 2 other fields	High correlation
`df_index` has unique values	Unique
`Time` has 11871 (24.3%) zeros	Zeros
`Low Wind NE` has 2084 (4.3%) zeros	Zeros
`Low Wind SE` has 2247 (4.6%) zeros	Zeros
`Low Wind SW` has 3060 (6.3%) zeros	Zeros
`Low Wind NW` has 2623 (5.4%) zeros	Zeros
`Moderate Wind NE` has 3762 (7.7%) zeros	Zeros
`Moderate Wind SE` has 3927 (8.1%) zeros	Zeros
`Moderate Wind SW` has 4261 (8.7%) zeros	Zeros
`Moderate Wind NW` has 4095 (8.4%) zeros	Zeros
`High Wind NE` has 4731 (9.7%) zeros	Zeros
`High Wind SE` has 4767 (9.8%) zeros	Zeros
`High Wind SW` has 4929 (10.1%) zeros	Zeros
`High Wind NW` has 4890 (10.0%) zeros	Zeros

Reproduction

Analysis started	2022-09-29 18:52:55.086049
Analysis finished	2022-09-29 18:53:19.408676
Duration	24.32 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	48761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24521.86807

Minimum	0
Maximum	49104
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	381.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2438
Q1	12190
median	24383
Q3	36913
95-th percentile	46666
Maximum	49104
Range	49104
Interquartile range (IQR)	24723

Descriptive statistics

Standard deviation	14219.54597
Coefficient of variation (CV)	0.5798720527
Kurtosis	-1.209892478
Mean	24521.86807
Median Absolute Deviation (MAD)	12362
Skewness	0.005954603966
Sum	1195710809
Variance	202195487.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
32829	1	< 0.1%
32820	1	< 0.1%
32821	1	< 0.1%
32822	1	< 0.1%
32823	1	< 0.1%
32824	1	< 0.1%
32825	1	< 0.1%
32826	1	< 0.1%
32827	1	< 0.1%
Other values (48751)	48751	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
49104	1	< 0.1%
49103	1	< 0.1%
49102	1	< 0.1%
49101	1	< 0.1%
49100	1	< 0.1%
49099	1	< 0.1%
49098	1	< 0.1%
49097	1	< 0.1%
49096	1	< 0.1%
49095	1	< 0.1%

ID
Categorical

HIGH CARDINALITY

Distinct	1795
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

AL031899	133
AL141971	118
AL201969	99
AL142012	96
AL041957	95
Other values (1790)	48220

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	390088
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	0.1%

Sample

1st row	AL011851
2nd row	AL011851
3rd row	AL011851
4th row	AL011851
5th row	AL011851

Common Values

Value	Count	Frequency (%)
AL031899	133	0.3%
AL141971	118	0.2%
AL201969	99	0.2%
AL142012	96	0.2%
AL041957	95	0.2%
AL041926	95	0.2%
AL092004	94	0.2%
AL122002	90	0.2%
AL032000	87	0.2%
AL091893	84	0.2%
Other values (1785)	47770	98.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
al031899	133	0.3%
al141971	118	0.2%
al201969	99	0.2%
al142012	96	0.2%
al041957	95	0.2%
al041926	95	0.2%
al092004	94	0.2%
al122002	90	0.2%
al032000	87	0.2%
al091893	84	0.2%
Other values (1785)	47770	98.0%

Most occurring characters

Value	Count	Frequency (%)
1	69890	17.9%
0	58021	14.9%
A	48761	12.5%
L	48761	12.5%
9	46917	12.0%
8	23637	6.1%
2	22079	5.7%
5	15045	3.9%
3	14664	3.8%
6	14630	3.8%
Other values (2)	27683	7.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	292566	75.0%
Uppercase Letter	97522	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	69890	23.9%
0	58021	19.8%
9	46917	16.0%
8	23637	8.1%
2	22079	7.5%
5	15045	5.1%
3	14664	5.0%
6	14630	5.0%
7	14083	4.8%
4	13600	4.6%

Uppercase Letter

Value	Count	Frequency (%)
A	48761	50.0%
L	48761	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	292566	75.0%
Latin	97522	25.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	69890	23.9%
0	58021	19.8%
9	46917	16.0%
8	23637	8.1%
2	22079	7.5%
5	15045	5.1%
3	14664	5.0%
6	14630	5.0%
7	14083	4.8%
4	13600	4.6%

Latin

Value	Count	Frequency (%)
A	48761	50.0%
L	48761	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	390088	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	69890	17.9%
0	58021	14.9%
A	48761	12.5%
L	48761	12.5%
9	46917	12.0%
8	23637	6.1%
2	22079	5.7%
5	15045	3.9%
3	14664	3.8%
6	14630	3.8%
Other values (2)	27683	7.1%

Name
Categorical

HIGH CARDINALITY

Distinct	288
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

UNNAMED	26222
FRANCES	317
ARLENE	283
BERTHA	268
DENNIS	255
Other values (283)	21416

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	926459
Distinct characters	28
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UNNAMED
2nd row	UNNAMED
3rd row	UNNAMED
4th row	UNNAMED
5th row	UNNAMED

Common Values

Value	Count	Frequency (%)
UNNAMED	26222	53.8%
FRANCES	317	0.7%
ARLENE	283	0.6%
BERTHA	268	0.5%
DENNIS	255	0.5%
FLORENCE	249	0.5%
HELENE	240	0.5%
IRENE	231	0.5%
EMILY	225	0.5%
BONNIE	217	0.4%
Other values (278)	20254	41.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
unnamed	26222	53.8%
frances	317	0.7%
arlene	283	0.6%
bertha	268	0.5%
dennis	255	0.5%
florence	249	0.5%
helene	240	0.5%
irene	231	0.5%
emily	225	0.5%
bonnie	217	0.4%
Other values (278)	20254	41.5%

Most occurring characters

Value	Count	Frequency (%)
	620753	67.0%
N	62487	6.7%
E	43529	4.7%
A	41105	4.4%
D	31466	3.4%
M	27893	3.0%
U	27814	3.0%
L	10280	1.1%
I	10147	1.1%
R	9757	1.1%
Other values (18)	41228	4.5%

Most occurring categories

Value	Count	Frequency (%)
Space Separator	620753	67.0%
Uppercase Letter	305679	33.0%
Dash Punctuation	27	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	62487	20.4%
E	43529	14.2%
A	41105	13.4%
D	31466	10.3%
M	27893	9.1%
U	27814	9.1%
L	10280	3.4%
I	10147	3.3%
R	9757	3.2%
O	6424	2.1%
Other values (16)	34777	11.4%

Space Separator

Value	Count	Frequency (%)
	620753	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	27	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	620780	67.0%
Latin	305679	33.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	62487	20.4%
E	43529	14.2%
A	41105	13.4%
D	31466	10.3%
M	27893	9.1%
U	27814	9.1%
L	10280	3.4%
I	10147	3.3%
R	9757	3.2%
O	6424	2.1%
Other values (16)	34777	11.4%

Common

Value	Count	Frequency (%)
	620753	> 99.9%
-	27	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	926459	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	620753	67.0%
N	62487	6.7%
E	43529	4.7%
A	41105	4.4%
D	31466	3.4%
M	27893	3.0%
U	27814	3.0%
L	10280	1.1%
I	10147	1.1%
R	9757	1.1%
Other values (18)	41228	4.5%

Date
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9931
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19496680.27

Minimum	18510625
Maximum	20151113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.1 KiB

Quantile statistics

Minimum	18510625
5-th percentile	18730919
Q1	19110831
median	19560609
Q3	19890829
95-th percentile	20100921
Maximum	20151113
Range	1640488
Interquartile range (IQR)	779998

Descriptive statistics

Standard deviation	447443.6529
Coefficient of variation (CV)	0.02294973538
Kurtosis	-1.044413772
Mean	19496680.27
Median Absolute Deviation (MAD)	370299
Skewness	-0.3521183408
Sum	9.506776265 × 10¹¹
Variance	2.002058225 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19710912	24	< 0.1%
19710911	23	< 0.1%
19710913	21	< 0.1%
19950827	19	< 0.1%
19710914	19	< 0.1%
19710908	18	< 0.1%
19710910	18	< 0.1%
20080903	17	< 0.1%
19000913	17	< 0.1%
19980925	17	< 0.1%
Other values (9921)	48568	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18510625	5	< 0.1%
18510626	4	< 0.1%
18510627	4	< 0.1%
18510628	1	< 0.1%
18510705	1	< 0.1%
18510710	1	< 0.1%
18510816	4	< 0.1%
18510817	4	< 0.1%
18510818	4	< 0.1%
18510819	4	< 0.1%

Value	Count	Frequency (%)
20151113	3	< 0.1%
20151112	4	< 0.1%
20151111	4	< 0.1%
20151110	4	< 0.1%
20151109	4	< 0.1%
20151108	1	< 0.1%
20151015	1	< 0.1%
20151014	4	< 0.1%
20151013	4	< 0.1%
20151012	4	< 0.1%

Time
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	92
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	909.787248

Minimum	0
Maximum	2330
Zeros	11871
Zeros (%)	24.3%
Negative	0
Negative (%)	0.0%
Memory size	381.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	600
median	1200
Q3	1800
95-th percentile	1800
Maximum	2330
Range	2330
Interquartile range (IQR)	1200

Descriptive statistics

Standard deviation	671.1764039
Coefficient of variation (CV)	0.737728964
Kurtosis	-1.343295871
Mean	909.787248
Median Absolute Deviation (MAD)	600
Skewness	-0.01048888816
Sum	44362136
Variance	450477.7652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	12185	25.0%
1800	12016	24.6%
600	11882	24.4%
0	11871	24.3%
2100	63	0.1%
1400	42	0.1%
1000	41	0.1%
2200	40	0.1%
1500	38	0.1%
300	38	0.1%
Other values (82)	545	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11871	24.3%
30	5	< 0.1%
45	1	< 0.1%
100	27	0.1%
130	1	< 0.1%
200	34	0.1%
230	1	< 0.1%
245	1	< 0.1%
300	38	0.1%
315	2	< 0.1%

Value	Count	Frequency (%)
2330	1	< 0.1%
2315	2	< 0.1%
2300	28	0.1%
2245	1	< 0.1%
2235	1	< 0.1%
2230	2	< 0.1%
2200	40	0.1%
2152	1	< 0.1%
2145	1	< 0.1%
2130	3	< 0.1%

Event
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

	47798
L	902
I	27
P	9
S	7
Other values (5)	18

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	97522
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row
2nd row
3rd row
4th row
5th row	L

Common Values

Value	Count	Frequency (%)
	47798	98.0%
L	902	1.8%
I	27	0.1%
P	9	< 0.1%
S	7	< 0.1%
C	5	< 0.1%
T	5	< 0.1%
W	4	< 0.1%
R	3	< 0.1%
G	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
l	902	93.7%
i	27	2.8%
p	9	0.9%
s	7	0.7%
c	5	0.5%
t	5	0.5%
w	4	0.4%
r	3	0.3%
g	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
	96559	99.0%
L	902	0.9%
I	27	< 0.1%
P	9	< 0.1%
S	7	< 0.1%
C	5	< 0.1%
T	5	< 0.1%
W	4	< 0.1%
R	3	< 0.1%
G	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Space Separator	96559	99.0%
Uppercase Letter	963	1.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	902	93.7%
I	27	2.8%
P	9	0.9%
S	7	0.7%
C	5	0.5%
T	5	0.5%
W	4	0.4%
R	3	0.3%
G	1	0.1%

Space Separator

Value	Count	Frequency (%)
	96559	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	96559	99.0%
Latin	963	1.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	902	93.7%
I	27	2.8%
P	9	0.9%
S	7	0.7%
C	5	0.5%
T	5	0.5%
W	4	0.4%
R	3	0.3%
G	1	0.1%

Common

Value	Count	Frequency (%)
	96559	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	97522	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	96559	99.0%
L	902	0.9%
I	27	< 0.1%
P	9	< 0.1%
S	7	< 0.1%
C	5	< 0.1%
T	5	< 0.1%
W	4	< 0.1%
R	3	< 0.1%
G	1	< 0.1%

Status
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

TS	17804
HU	14531
TD	9553
EX	4798
LO	1005
Other values (4)	1070

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	146283
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	HU
2nd row	HU
3rd row	HU
4th row	HU
5th row	HU

Common Values

Value	Count	Frequency (%)
TS	17804	36.5%
HU	14531	29.8%
TD	9553	19.6%
EX	4798	9.8%
LO	1005	2.1%
SS	557	1.1%
SD	293	0.6%
WV	116	0.2%
DB	104	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
ts	17804	36.5%
hu	14531	29.8%
td	9553	19.6%
ex	4798	9.8%
lo	1005	2.1%
ss	557	1.1%
sd	293	0.6%
wv	116	0.2%
db	104	0.2%

Most occurring characters

Value	Count	Frequency (%)
	48761	33.3%
T	27357	18.7%
S	19211	13.1%
H	14531	9.9%
U	14531	9.9%
D	9950	6.8%
E	4798	3.3%
X	4798	3.3%
L	1005	0.7%
O	1005	0.7%
Other values (3)	336	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	97522	66.7%
Space Separator	48761	33.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	27357	28.1%
S	19211	19.7%
H	14531	14.9%
U	14531	14.9%
D	9950	10.2%
E	4798	4.9%
X	4798	4.9%
L	1005	1.0%
O	1005	1.0%
W	116	0.1%
Other values (2)	220	0.2%

Space Separator

Value	Count	Frequency (%)
	48761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	97522	66.7%
Common	48761	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	27357	28.1%
S	19211	19.7%
H	14531	14.9%
U	14531	14.9%
D	9950	10.2%
E	4798	4.9%
X	4798	4.9%
L	1005	1.0%
O	1005	1.0%
W	116	0.1%
Other values (2)	220	0.2%

Common

Value	Count	Frequency (%)
	48761	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	146283	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	48761	33.3%
T	27357	18.7%
S	19211	13.1%
H	14531	9.9%
U	14531	9.9%
D	9950	6.8%
E	4798	3.3%
X	4798	3.3%
L	1005	0.7%
O	1005	0.7%
Other values (3)	336	0.2%

Latitude
Categorical

HIGH CARDINALITY

Distinct	597
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

28.0N	294
18.0N	289
27.0N	285
20.0N	283
29.0N	281
Other values (592)	47329

Length

Max length	5
Median length	5
Mean length	4.995303624
Min length	4

Characters and Unicode

Total characters	243576
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	0.1%

Sample

1st row	28.0N
2nd row	28.0N
3rd row	28.0N
4th row	28.1N
5th row	28.2N

Common Values

Value	Count	Frequency (%)
28.0N	294	0.6%
18.0N	289	0.6%
27.0N	285	0.6%
20.0N	283	0.6%
29.0N	281	0.6%
14.0N	269	0.6%
21.0N	269	0.6%
30.0N	265	0.5%
33.0N	263	0.5%
26.0N	260	0.5%
Other values (587)	46003	94.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
28.0n	294	0.6%
18.0n	289	0.6%
27.0n	285	0.6%
20.0n	283	0.6%
29.0n	281	0.6%
14.0n	269	0.6%
21.0n	269	0.6%
30.0n	265	0.5%
33.0n	263	0.5%
26.0n	260	0.5%
Other values (587)	46003	94.3%

Most occurring characters

Value	Count	Frequency (%)
.	48761	20.0%
N	48761	20.0%
2	27373	11.2%
3	22001	9.0%
1	21880	9.0%
0	13093	5.4%
4	12684	5.2%
5	12352	5.1%
7	9676	4.0%
8	9421	3.9%
Other values (2)	17574	7.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	146054	60.0%
Other Punctuation	48761	20.0%
Uppercase Letter	48761	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	27373	18.7%
3	22001	15.1%
1	21880	15.0%
0	13093	9.0%
4	12684	8.7%
5	12352	8.5%
7	9676	6.6%
8	9421	6.5%
6	9068	6.2%
9	8506	5.8%

Other Punctuation

Value	Count	Frequency (%)
.	48761	100.0%

Uppercase Letter

Value	Count	Frequency (%)
N	48761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	194815	80.0%
Latin	48761	20.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	48761	25.0%
2	27373	14.1%
3	22001	11.3%
1	21880	11.2%
0	13093	6.7%
4	12684	6.5%
5	12352	6.3%
7	9676	5.0%
8	9421	4.8%
6	9068	4.7%

Latin

Value	Count	Frequency (%)
N	48761	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	243576	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	48761	20.0%
N	48761	20.0%
2	27373	11.2%
3	22001	9.0%
1	21880	9.0%
0	13093	5.4%
4	12684	5.2%
5	12352	5.1%
7	9676	4.0%
8	9421	3.9%
Other values (2)	17574	7.2%

Longitude
Categorical

HIGH CARDINALITY

Distinct	1032
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	381.1 KiB

65.0W	179
79.0W	176
84.0W	170
69.0W	168
66.0W	166
Other values (1027)	47902

Length

Max length	6
Median length	5
Mean length	5.000143557
Min length	4

Characters and Unicode

Total characters	243812
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	90 ?
Unique (%)	0.2%

Sample

1st row	94.8W
2nd row	95.4W
3rd row	96.0W
4th row	96.5W
5th row	96.8W

Common Values

Value	Count	Frequency (%)
65.0W	179	0.4%
79.0W	176	0.4%
84.0W	170	0.3%
69.0W	168	0.3%
66.0W	166	0.3%
70.0W	166	0.3%
68.0W	165	0.3%
78.0W	164	0.3%
75.0W	159	0.3%
61.0W	158	0.3%
Other values (1022)	47090	96.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
65.0w	179	0.4%
79.0w	176	0.4%
84.0w	170	0.3%
69.0w	168	0.3%
66.0w	166	0.3%
70.0w	166	0.3%
68.0w	165	0.3%
78.0w	164	0.3%
75.0w	159	0.3%
61.0w	158	0.3%
Other values (1022)	47090	96.6%

Most occurring characters

Value	Count	Frequency (%)
.	48761	20.0%
W	48713	20.0%
7	18510	7.6%
5	18502	7.6%
8	18065	7.4%
6	17731	7.3%
0	13792	5.7%
4	13736	5.6%
9	13030	5.3%
3	12433	5.1%
Other values (3)	20539	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	146290	60.0%
Other Punctuation	48761	20.0%
Uppercase Letter	48761	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	18510	12.7%
5	18502	12.6%
8	18065	12.3%
6	17731	12.1%
0	13792	9.4%
4	13736	9.4%
9	13030	8.9%
3	12433	8.5%
2	11026	7.5%
1	9465	6.5%

Uppercase Letter

Value	Count	Frequency (%)
W	48713	99.9%
E	48	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	48761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	195051	80.0%
Latin	48761	20.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	48761	25.0%
7	18510	9.5%
5	18502	9.5%
8	18065	9.3%
6	17731	9.1%
0	13792	7.1%
4	13736	7.0%
9	13030	6.7%
3	12433	6.4%
2	11026	5.7%

Latin

Value	Count	Frequency (%)
W	48713	99.9%
E	48	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	243812	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	48761	20.0%
W	48713	20.0%
7	18510	7.6%
5	18502	7.6%
8	18065	7.4%
6	17731	7.3%
0	13792	5.7%
4	13736	5.6%
9	13030	5.3%
3	12433	5.1%
Other values (3)	20539	8.4%

Maximum Wind
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.03843235

Minimum	10
Maximum	155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.1 KiB

Quantile statistics

Minimum	10
5-th percentile	25
Q1	35
median	50
Q3	70
95-th percentile	100
Maximum	155
Range	145
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	24.72049827
Coefficient of variation (CV)	0.4660865183
Kurtosis	0.3025796613
Mean	53.03843235
Median Absolute Deviation (MAD)	20
Skewness	0.8933806839
Sum	2586207
Variance	611.1030348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
30	5900	12.1%
40	4582	9.4%
35	4515	9.3%
25	4432	9.1%
50	4225	8.7%
45	3413	7.0%
60	3016	6.2%
70	2875	5.9%
55	2124	4.4%
65	2098	4.3%
Other values (21)	11581	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	61	0.1%
15	193	0.4%
20	1237	2.5%
25	4432	9.1%
30	5900	12.1%
32	1	< 0.1%
35	4515	9.3%
40	4582	9.4%
45	3413	7.0%
50	4225	8.7%

Value	Count	Frequency (%)
155	9	< 0.1%
150	26	0.1%
145	30	0.1%
140	64	0.1%
135	56	0.1%
130	112	0.2%
125	173	0.4%
120	300	0.6%
115	318	0.7%
110	508	1.0%

Minimum Pressure
Real number (ℝ)

HIGH CORRELATION

Distinct	127
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-246.3261213

Minimum	-999
Maximum	1024
Zeros	0
Zeros (%)	0.0%
Negative	30330
Negative (%)	62.2%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	990
95-th percentile	1009
Maximum	1024
Range	2023
Interquartile range (IQR)	1989

Descriptive statistics

Standard deviation	965.6171608
Coefficient of variation (CV)	-3.920076181
Kurtosis	-1.745715099
Mean	-246.3261213
Median Absolute Deviation (MAD)	0
Skewness	0.503734591
Sum	-12011108
Variance	932416.5012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	30330	62.2%
1005	883	1.8%
1008	846	1.7%
1006	808	1.7%
1009	800	1.6%
1007	754	1.5%
1000	733	1.5%
1010	679	1.4%
1004	625	1.3%
1003	596	1.2%
Other values (117)	11707	24.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	30330	62.2%
889	1	< 0.1%
892	4	< 0.1%
895	1	< 0.1%
897	2	< 0.1%
900	2	< 0.1%
901	1	< 0.1%
902	1	< 0.1%
905	5	< 0.1%
907	1	< 0.1%

Value	Count	Frequency (%)
1024	2	< 0.1%
1023	4	< 0.1%
1022	7	< 0.1%
1021	4	< 0.1%
1020	12	< 0.1%
1019	6	< 0.1%
1018	11	< 0.1%
1017	23	< 0.1%
1016	51	0.1%
1015	84	0.2%

Low Wind NE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	65
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-867.7755583

Minimum	-999
Maximum	710
Zeros	2084
Zeros (%)	4.3%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	90
Maximum	710
Range	1709
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	354.3428382
Coefficient of variation (CV)	-0.4083346608
Kurtosis	3.634804926
Mean	-867.7755583
Median Absolute Deviation (MAD)	0
Skewness	2.355394366
Sum	-42313604
Variance	125558.847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	42841	87.9%
0	2084	4.3%
60	364	0.7%
90	304	0.6%
120	285	0.6%
150	281	0.6%
100	276	0.6%
180	233	0.5%
75	205	0.4%
50	148	0.3%
Other values (55)	1740	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	2084	4.3%
10	5	< 0.1%
15	6	< 0.1%
20	10	< 0.1%
25	15	< 0.1%
30	103	0.2%
35	28	0.1%
40	115	0.2%
45	106	0.2%

Value	Count	Frequency (%)
710	1	< 0.1%
620	1	< 0.1%
580	1	< 0.1%
540	4	< 0.1%
480	5	< 0.1%
460	2	< 0.1%
450	23	< 0.1%
420	19	< 0.1%
400	10	< 0.1%
390	1	< 0.1%

Low Wind SE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	72
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-868.4239249

Minimum	-999
Maximum	600
Zeros	2247
Zeros (%)	4.6%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	75
Maximum	600
Range	1599
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	352.5892203
Coefficient of variation (CV)	-0.4060104866
Kurtosis	3.634090083
Mean	-868.4239249
Median Absolute Deviation (MAD)	0
Skewness	2.35532485
Sum	-42345219
Variance	124319.1583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	42841	87.9%
0	2247	4.6%
60	345	0.7%
120	281	0.6%
150	277	0.6%
90	257	0.5%
100	247	0.5%
75	218	0.4%
30	181	0.4%
180	154	0.3%
Other values (62)	1713	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	2247	4.6%
10	5	< 0.1%
15	5	< 0.1%
20	41	0.1%
25	16	< 0.1%
30	181	0.4%
35	20	< 0.1%
40	132	0.3%
45	112	0.2%

Value	Count	Frequency (%)
600	3	< 0.1%
540	1	< 0.1%
530	1	< 0.1%
520	1	< 0.1%
500	1	< 0.1%
490	1	< 0.1%
475	4	< 0.1%
460	1	< 0.1%
425	3	< 0.1%
420	5	< 0.1%

Low Wind SW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-871.8075716

Minimum	-999
Maximum	640
Zeros	3060
Zeros (%)	6.3%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	40
Maximum	640
Range	1639
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	343.1662939
Coefficient of variation (CV)	-0.3936261912
Kurtosis	3.588197446
Mean	-871.8075716
Median Absolute Deviation (MAD)	0
Skewness	2.348137519
Sum	-42510209
Variance	117763.1053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	42841	87.9%
0	3060	6.3%
60	296	0.6%
30	235	0.5%
100	204	0.4%
90	200	0.4%
40	197	0.4%
50	165	0.3%
75	158	0.3%
45	147	0.3%
Other values (53)	1258	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	3060	6.3%
10	5	< 0.1%
15	7	< 0.1%
20	106	0.2%
25	50	0.1%
30	235	0.5%
35	15	< 0.1%
40	197	0.4%
45	147	0.3%

Value	Count	Frequency (%)
640	1	< 0.1%
540	1	< 0.1%
500	1	< 0.1%
480	15	< 0.1%
450	2	< 0.1%
420	1	< 0.1%
400	11	< 0.1%
390	2	< 0.1%
375	7	< 0.1%
360	12	< 0.1%

Low Wind NW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-870.5324747

Minimum	-999
Maximum	530
Zeros	2623
Zeros (%)	5.4%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	50
Maximum	530
Range	1529
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	346.649551
Coefficient of variation (CV)	-0.398204043
Kurtosis	3.590924965
Mean	-870.5324747
Median Absolute Deviation (MAD)	0
Skewness	2.348858509
Sum	-42448034
Variance	120165.9112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-999	42841	87.9%
0	2623	5.4%
60	324	0.7%
40	259	0.5%
90	237	0.5%
75	214	0.4%
30	201	0.4%
120	198	0.4%
100	194	0.4%
150	192	0.4%
Other values (52)	1478	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	2623	5.4%
10	4	< 0.1%
15	9	< 0.1%
20	44	0.1%
25	40	0.1%
30	201	0.4%
35	26	0.1%
40	259	0.5%
45	94	0.2%

Value	Count	Frequency (%)
530	1	< 0.1%
500	1	< 0.1%
490	2	< 0.1%
480	18	< 0.1%
430	1	< 0.1%
420	9	< 0.1%
410	1	< 0.1%
400	6	< 0.1%
380	1	< 0.1%
360	18	< 0.1%

Moderate Wind NE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-874.7220935

Minimum	-999
Maximum	360
Zeros	3762
Zeros (%)	7.7%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	360
Range	1359
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	334.6377299
Coefficient of variation (CV)	-0.3825646253
Kurtosis	3.438487824
Mean	-874.7220935
Median Absolute Deviation (MAD)	0
Skewness	2.327555597
Sum	-42652324
Variance	111982.4103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
-999	42841	87.9%
0	3762	7.7%
60	258	0.5%
50	232	0.5%
30	231	0.5%
40	210	0.4%
90	168	0.3%
100	156	0.3%
20	135	0.3%
75	99	0.2%
Other values (29)	669	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	3762	7.7%
5	4	< 0.1%
10	6	< 0.1%
15	34	0.1%
20	135	0.3%
25	87	0.2%
30	231	0.5%
35	21	< 0.1%
40	210	0.4%

Value	Count	Frequency (%)
360	2	< 0.1%
320	1	< 0.1%
300	6	< 0.1%
270	4	< 0.1%
240	2	< 0.1%
220	8	< 0.1%
210	1	< 0.1%
200	16	< 0.1%
180	14	< 0.1%
175	13	< 0.1%

Moderate Wind SE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	40
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-874.9173315

Minimum	-999
Maximum	300
Zeros	3927
Zeros (%)	8.1%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	300
Range	1299
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	334.1195195
Coefficient of variation (CV)	-0.3818869595
Kurtosis	3.44046976
Mean	-874.9173315
Median Absolute Deviation (MAD)	0
Skewness	2.327816745
Sum	-42661844
Variance	111635.8533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-999	42841	87.9%
0	3927	8.1%
30	251	0.5%
50	201	0.4%
60	196	0.4%
40	177	0.4%
20	141	0.3%
90	118	0.2%
100	108	0.2%
75	101	0.2%
Other values (30)	700	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	3927	8.1%
5	4	< 0.1%
10	10	< 0.1%
15	41	0.1%
20	141	0.3%
25	62	0.1%
30	251	0.5%
35	33	0.1%
40	177	0.4%

Value	Count	Frequency (%)
300	5	< 0.1%
270	4	< 0.1%
250	12	< 0.1%
240	6	< 0.1%
225	1	< 0.1%
210	6	< 0.1%
200	7	< 0.1%
180	13	< 0.1%
175	23	< 0.1%
170	10	< 0.1%

Moderate Wind SW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-875.8405078

Minimum	-999
Maximum	330
Zeros	4261
Zeros (%)	8.7%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	330
Range	1329
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	331.5039256
Coefficient of variation (CV)	-0.3784980515
Kurtosis	3.413807682
Mean	-875.8405078
Median Absolute Deviation (MAD)	0
Skewness	2.323989513
Sum	-42706859
Variance	109894.8527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4261	8.7%
60	238	0.5%
20	225	0.5%
30	223	0.5%
40	191	0.4%
50	134	0.3%
25	82	0.2%
75	72	0.1%
80	68	0.1%
Other values (28)	426	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4261	8.7%
10	26	0.1%
15	41	0.1%
20	225	0.5%
25	82	0.2%
30	223	0.5%
35	31	0.1%
40	191	0.4%
45	29	0.1%

Value	Count	Frequency (%)
330	1	< 0.1%
280	1	< 0.1%
260	1	< 0.1%
240	4	< 0.1%
220	4	< 0.1%
200	7	< 0.1%
180	9	< 0.1%
175	7	< 0.1%
170	10	< 0.1%
160	8	< 0.1%

Moderate Wind NW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-875.4796661

Minimum	-999
Maximum	360
Zeros	4095
Zeros (%)	8.4%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	360
Range	1359
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	332.514782
Coefficient of variation (CV)	-0.3798086864
Kurtosis	3.421993844
Mean	-875.4796661
Median Absolute Deviation (MAD)	0
Skewness	2.325159357
Sum	-42689264
Variance	110566.0802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4095	8.4%
30	277	0.6%
40	238	0.5%
50	190	0.4%
60	164	0.3%
20	149	0.3%
90	103	0.2%
100	102	0.2%
75	95	0.2%
Other values (27)	507	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4095	8.4%
10	10	< 0.1%
15	32	0.1%
20	149	0.3%
25	61	0.1%
30	277	0.6%
35	31	0.1%
40	238	0.5%
45	50	0.1%

Value	Count	Frequency (%)
360	1	< 0.1%
300	4	< 0.1%
260	1	< 0.1%
240	9	< 0.1%
210	4	< 0.1%
200	14	< 0.1%
180	18	< 0.1%
175	3	< 0.1%
160	9	< 0.1%
150	14	< 0.1%

High Wind NE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-876.7290252

Minimum	-999
Maximum	180
Zeros	4731
Zeros (%)	9.7%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	180
Range	1179
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	328.9971624
Coefficient of variation (CV)	-0.3752552418
Kurtosis	3.389716706
Mean	-876.7290252
Median Absolute Deviation (MAD)	0
Skewness	2.320543186
Sum	-42750184
Variance	108239.1329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4731	9.7%
20	200	0.4%
30	154	0.3%
25	132	0.3%
15	109	0.2%
40	100	0.2%
50	99	0.2%
60	87	0.2%
75	68	0.1%
Other values (14)	240	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4731	9.7%
10	27	0.1%
15	109	0.2%
20	200	0.4%
25	132	0.3%
30	154	0.3%
35	43	0.1%
40	100	0.2%
45	41	0.1%

Value	Count	Frequency (%)
180	9	< 0.1%
120	6	< 0.1%
110	3	< 0.1%
105	3	< 0.1%
100	10	< 0.1%
90	26	0.1%
85	5	< 0.1%
80	23	< 0.1%
75	68	0.1%
70	32	0.1%

High Wind SE
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-876.8198765

Minimum	-999
Maximum	250
Zeros	4767
Zeros (%)	9.8%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	250
Range	1249
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	328.7452997
Coefficient of variation (CV)	-0.3749291142
Kurtosis	3.388404973
Mean	-876.8198765
Median Absolute Deviation (MAD)	0
Skewness	2.320341502
Sum	-42754614
Variance	108073.472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4767	9.8%
20	210	0.4%
30	165	0.3%
15	127	0.3%
25	93	0.2%
60	93	0.2%
40	89	0.2%
50	67	0.1%
75	57	0.1%
Other values (11)	252	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4767	9.8%
10	53	0.1%
15	127	0.3%
20	210	0.4%
25	93	0.2%
30	165	0.3%
35	49	0.1%
40	89	0.2%
45	50	0.1%

Value	Count	Frequency (%)
250	5	< 0.1%
100	14	< 0.1%
90	27	0.1%
85	4	< 0.1%
80	11	< 0.1%
75	57	0.1%
70	30	0.1%
65	1	< 0.1%
60	93	0.2%
55	8	< 0.1%

High Wind SW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-877.0902771

Minimum	-999
Maximum	150
Zeros	4929
Zeros (%)	10.1%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	150
Range	1149
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	327.9895478
Coefficient of variation (CV)	-0.3739518684
Kurtosis	3.382538499
Mean	-877.0902771
Median Absolute Deviation (MAD)	0
Skewness	2.319499617
Sum	-42767799
Variance	107577.1435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4929	10.1%
30	188	0.4%
20	179	0.4%
15	153	0.3%
10	92	0.2%
25	74	0.2%
40	74	0.2%
45	59	0.1%
60	50	0.1%
Other values (10)	122	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4929	10.1%
5	4	< 0.1%
10	92	0.2%
15	153	0.3%
20	179	0.4%
25	74	0.2%
30	188	0.4%
35	25	0.1%
40	74	0.2%

Value	Count	Frequency (%)
150	7	< 0.1%
120	4	< 0.1%
100	2	< 0.1%
90	6	< 0.1%
75	17	< 0.1%
70	8	< 0.1%
60	50	0.1%
55	2	< 0.1%
50	47	0.1%
45	59	0.1%

High Wind NW
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-876.9525645

Minimum	-999
Maximum	180
Zeros	4890
Zeros (%)	10.0%
Negative	42841
Negative (%)	87.9%
Memory size	381.1 KiB

Quantile statistics

Minimum	-999
5-th percentile	-999
Q1	-999
median	-999
Q3	-999
95-th percentile	0
Maximum	180
Range	1179
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	328.3761783
Coefficient of variation (CV)	-0.3744514716
Kurtosis	3.385838502
Mean	-876.9525645
Median Absolute Deviation (MAD)	0
Skewness	2.319976412
Sum	-42761084
Variance	107830.9145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
-999	42841	87.9%
0	4890	10.0%
20	187	0.4%
30	145	0.3%
15	134	0.3%
50	92	0.2%
25	88	0.2%
40	76	0.2%
60	70	0.1%
75	68	0.1%
Other values (11)	170	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999	42841	87.9%
0	4890	10.0%
10	53	0.1%
15	134	0.3%
20	187	0.4%
25	88	0.2%
30	145	0.3%
35	36	0.1%
40	76	0.2%
45	38	0.1%

Value	Count	Frequency (%)
180	8	< 0.1%
120	5	< 0.1%
100	2	< 0.1%
90	11	< 0.1%
80	4	< 0.1%
75	68	0.1%
70	4	< 0.1%
65	1	< 0.1%
60	70	0.1%
55	8	< 0.1%

Category
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	48.0 KiB

Category 1	38672
Category 2	7068
Category 3	1933
Category 4	791
Category 5	297

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	487610
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Category 2
2nd row	Category 2
3rd row	Category 2
4th row	Category 2
5th row	Category 2

Common Values

Value	Count	Frequency (%)
Category 1	38672	79.3%
Category 2	7068	14.5%
Category 3	1933	4.0%
Category 4	791	1.6%
Category 5	297	0.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
category	48761	50.0%
1	38672	39.7%
2	7068	7.2%
3	1933	2.0%
4	791	0.8%
5	297	0.3%

Most occurring characters

Value	Count	Frequency (%)
C	48761	10.0%
a	48761	10.0%
t	48761	10.0%
e	48761	10.0%
g	48761	10.0%
o	48761	10.0%
r	48761	10.0%
y	48761	10.0%
	48761	10.0%
1	38672	7.9%
Other values (4)	10089	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	341327	70.0%
Uppercase Letter	48761	10.0%
Space Separator	48761	10.0%
Decimal Number	48761	10.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	48761	14.3%
t	48761	14.3%
e	48761	14.3%
g	48761	14.3%
o	48761	14.3%
r	48761	14.3%
y	48761	14.3%

Decimal Number

Value	Count	Frequency (%)
1	38672	79.3%
2	7068	14.5%
3	1933	4.0%
4	791	1.6%
5	297	0.6%

Uppercase Letter

Value	Count	Frequency (%)
C	48761	100.0%

Space Separator

Value	Count	Frequency (%)
	48761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	390088	80.0%
Common	97522	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	48761	12.5%
a	48761	12.5%
t	48761	12.5%
e	48761	12.5%
g	48761	12.5%
o	48761	12.5%
r	48761	12.5%
y	48761	12.5%

Common

Value	Count	Frequency (%)
	48761	50.0%
1	38672	39.7%
2	7068	7.2%
3	1933	2.0%
4	791	0.8%
5	297	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	487610	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	48761	10.0%
a	48761	10.0%
t	48761	10.0%
e	48761	10.0%
g	48761	10.0%
o	48761	10.0%
r	48761	10.0%
y	48761	10.0%
	48761	10.0%
1	38672	7.9%
Other values (4)	10089	2.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	ID	Name	Date	Time	Event	Status	Latitude	Longitude	Maximum Wind	Minimum Pressure	Low Wind NE	Low Wind SE	Low Wind SW	Low Wind NW	Moderate Wind NE	Moderate Wind SE	Moderate Wind SW	Moderate Wind NW	High Wind NE	High Wind SE	High Wind SW	High Wind NW	Category
0	0	AL011851	UNNAMED	18510625	0		HU	28.0N	94.8W	80	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 2
1	1	AL011851	UNNAMED	18510625	600		HU	28.0N	95.4W	80	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 2
2	2	AL011851	UNNAMED	18510625	1200		HU	28.0N	96.0W	80	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 2
3	3	AL011851	UNNAMED	18510625	1800		HU	28.1N	96.5W	80	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 2
4	4	AL011851	UNNAMED	18510625	2100	L	HU	28.2N	96.8W	80	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 2
5	5	AL011851	UNNAMED	18510626	0		HU	28.2N	97.0W	70	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 1
6	6	AL011851	UNNAMED	18510626	600		TS	28.3N	97.6W	60	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 1
7	7	AL011851	UNNAMED	18510626	1200		TS	28.4N	98.3W	60	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 1
8	8	AL011851	UNNAMED	18510626	1800		TS	28.6N	98.9W	50	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 1
9	9	AL011851	UNNAMED	18510627	0		TS	29.0N	99.4W	50	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	-999	Category 1

Last rows

	df_index	ID	Name	Date	Time	Status	Latitude	Longitude	Maximum Wind	Minimum Pressure	Low Wind NE	Low Wind SE	Low Wind SW	Low Wind NW	Moderate Wind NE	Moderate Wind SE	Moderate Wind SW	High Wind SE	Category
48751	49095	AL122015	KATE	20151111	600	HU	35.2N	67.6W	70	985	80	100	100	20	30	60	0	20	Category 1
48752	49096	AL122015	KATE	20151111	1200	HU	36.2N	62.5W	75	980	120	180	180	50	60	90	60	30	Category 2
48753	49097	AL122015	KATE	20151111	1800	HU	37.6N	58.2W	65	980	150	200	180	60	60	90	60	40	Category 1
48754	49098	AL122015	KATE	20151112	0	EX	38.9N	55.0W	65	980	180	210	180	90	90	110	60	40	Category 1
48755	49099	AL122015	KATE	20151112	600	EX	40.0N	52.0W	65	980	220	220	180	120	120	120	60	40	Category 1
48756	49100	AL122015	KATE	20151112	1200	EX	41.3N	50.4W	55	981	220	220	180	120	120	120	60	0	Category 1
48757	49101	AL122015	KATE	20151112	1800	EX	41.9N	49.9W	55	983	220	220	180	120	120	120	60	0	Category 1
48758	49102	AL122015	KATE	20151113	0	EX	41.5N	49.2W	50	985	540	520	200	220	120	120	60	0	Category 1
48759	49103	AL122015	KATE	20151113	600	EX	40.8N	47.5W	45	985	620	460	180	220	0	0	0	0	Category 1
48760	49104	AL122015	KATE	20151113	1200	EX	40.7N	45.4W	45	987	710	400	150	220	0	0	0	0	Category 1

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories